In [1]:
!pip install -r requirements.txt

Enunciado do Exercicio do Modulo de Redes Neurais Profundas¶

Caro aluno(a) Leandro,

Chegou o momento de consolidar nosso conhecimento em Redes Profundas: 1.Realize os seguintes cursos do Kaggle:

a.Intro to Deep Learning; https://www.kaggle.com/learn/intro-to-deep-learning

Feito¶

b.Computer Vision; https://www.kaggle.com/learn/computer-vision

Feito¶

c.Machine Learning Explainability. https://www.kaggle.com/learn/machine-learning-explainability

Feito¶

2.Leia o artigo Review of deep learning: concepts, CNN architectures, challenges, applications, future directions(https://journalofbigdata.springeropen.com/articles/10.1186/s40537-021-00444-8)(Alzubaidi,L. 2021). Baseado no artigo, descreva os principais desafios e limitações de DL. Quais alternativas os autores dão aos problemas?

Dentro do universo das redes neurais profundas (Deep Learning) existem muitos desafios ou limitações que existem, como por exemplo nos dados de treinamneto, dados desbalanceados, ajuste excessivo, interpretabilidade dos dados etc. Serão mencionados três dos principais problemas a seguir.¶

Limitações com dados de treinamento: A Deep Learning exige uma quantidade muito grande de dados para obter um modelo de desempenho bem comportado, ou seja, à medida que os dados aumentam, é possível obter um modelo de desempenho mais bem comportado. Na maioria dos casos, os dados disponíveis são suficientes para obter um bom modelo de desepenho. No entanto, às vezes há uma escassez de dados para usar a Deep Learning diretamente. Para abordar adequadamente esse problema, há três métodos sugeridos. O primeiro envolve o emprego do conceito de aprendizagem por transferência depois que os dados são coletados de tarefas semelhantes. Observe que, embora os dados transferidos não aumentem diretamente os dados reais, eles ajudarão a aprimorar a representação de entrada original dos dados e sua função de mapeamento. Outra técnica envolve o emprego de um modelo bem treinado de uma tarefa semelhante e o ajuste fino do final de duas camadas ou até mesmo de uma camada com base nos dados originais limitados. No segundo método, o aumento de dados é realizado. Essa tarefa é muito útil para uso no aumento dos dados de imagem, pois a tradução, o espelhamento e a rotação da imagem geralmente não alteram o rótulo da imagem. No terceiro método, os dados simulados podem ser considerados para aumentar o volume do conjunto de treinamento. Ocasionalmente, é possível criar simuladores com base no processo físico se o problema for bem compreendido. Portanto, o resultado envolverá a simulação de tantos dados quantos forem necessários.¶

Dados Desbalanceados: Em uma situação com dados biológicos, tendem a ser desequilibrados, pois as amostras negativas são muito mais numerosas do que as positivas. Deve-se observar que resultados indesejáveis podem ser produzidos ao treinar um modelo de Deep Learning usando dados desequilibrados. É necessário empregar os critérios corretos para avaliar a perda, bem como o resultado da previsão. Ao considerar os dados desequilibrados, o modelo deve ter bom desempenho em classes pequenas e maiores. Assim, o modelo deve empregar a área sob a curva (AUC) como a perda resultante, assim como os critérios. Outro ponto a ser observado, ele deve empregar a perda de entropia cruzada ponderada, o que garante que o modelo terá um bom desempenho com classes pequenas se ainda preferir empregar a perda de entropia cruzada. Ao mesmo tempo, durante o treinamento do modelo, é possível reduzir a amostragem das classes grandes ou aumentar a amostragem das classes pequenas. É possível construir modelos para cada nível hierárquico, pois um sistema biológico frequentemente tem um espaço de rótulo hierárquico.¶

Excesso de ajuste : Os modelos de Deep Learning têm possibilidades excessivamente altas de resultar em sobreajuste dos dados no estágio de treinamento devido ao grande número de parâmetros envolvidos, que são correlacionados de forma complexa. Essas situações reduzem a capacidade do modelo de obter um bom desempenho nos dados testados. Esse problema não se limita apenas a um campo específico, mas envolve diferentes tarefas. Uma investigação dos algoritmos de Deep Learning disponíveis que amenizam o problema de sobreajuste pode categorizá-los em três classes. A primeira classe atua na arquitetura do modelo e nos parâmetros do modelo e inclui as abordagens mais conhecidas, como decaimento de peso , normalização de lote e abandono. Na DL, a técnica padrão é o decaimento de peso, que é amplamente usado em quase todos os algoritmos de ML como um regularizador universal. A segunda classe trabalha com entradas de modelo, como corrupção de dados e aumento de dados. Um motivo para o problema de superajuste é a falta de dados de treinamento, o que faz com que a distribuição aprendida não reflita a distribuição real. O aumento de dados amplia os dados de treinamento. Por outro lado, a corrupção de dados marginalizados melhora a solução exclusiva para aumentar os dados.¶

3.Cite 3 aplicações de algoritmos de Deep Learning. Uma delas tem que usar uma solução com CNN e uma delas tem que usar uma solução de RNNs. Explique a aplicação e os resultados obtidos. Não deixe de citar a fonte utilizada, sendo preferencialmente artigos.

1. Reconhecimento de imagem usando CNN¶

Aplicação: O reconhecimento de imagem é uma das aplicações mais populares do Deep Learning. Ele pode ser usado para identificar pessoas, objetos, animais e outros itens em imagens e vídeos. Por exemplo, o Google Photos usa o Deep Learning para identificar pessoas e objetos em fotos e vídeos.¶

Artigo e Resultados: No Artigo "ImageNet Classification with Deep Convolutional Neural Networks" foi treinada uma rede neural convolucional grande e profunda para classificar as 1,2 milhão de imagens de alta resolução do concurso ImageNet LSVRC-2010 em 1.000 classes diferentes. Nos dados de teste, foram obtidas taxas de erro top-1 e top-5 de 37,5% e 17,0%, respectivamente, o que é consideravelmente melhor do que o estado da arte anterior. A rede neural, que tem 60 milhões de parâmetros e 650.000 neurônios, consiste em cinco camadas convolucionais, algumas das quais são seguidas por camadas de pooling máximo, e três camadas totalmente conectadas com um softmax final de 1000 vias. Para tornar o treinamento mais rápido, foram neurônios não saturados e uma implementação de GPU muito eficiente da operação de convolução. Na competição foi inscrita uma variante desse modelo na competição ILSVRC-2012, tendo como resultado uma taxa de erro de 15,3% nos cinco melhores testes, em comparação com os 26,2% obtidos pelo segundo melhor participante.¶

Fonte: https://dl.acm.org/doi/10.1145/3065386¶

2. Processamento de linguagem natural usando RNN¶

Aplicação: O processamento de linguagem natural (PLN) é outra aplicação popular do Deep Learning. Ele pode ser usado para traduzir idiomas, escrever diferentes tipos de conteúdo criativo e responder a perguntas de forma informativa. Por exemplo, o Google Translate usa o Deep Learning para traduzir idiomas.¶

Artigo e Resultados: No artigo "Sequence to Sequence Learning with Neural Networks", é apresentado uma abordagem geral de ponta a ponta para o aprendizado de sequências que faz suposições mínimas sobre a estrutura da sequência. O método usa um LSTM (Long Short-TermMemory) de várias camadas para mapear a sequência de entrada em um vetor de dimensionalidade fixa e, em seguida, outro LSTM profundo para decodificar a sequência-alvo a partir do vetor. Nosso principal resultado é que, em uma tarefa de tradução de inglês para francês do conjunto de dados WMT'14, as traduções produzidas pelo LSTM alcançam uma pontuação BLEU de 34,8 em todo o conjunto de testes, em que a pontuação BLEU do LSTM do LSTM foi penalizada em palavras fora do vocabulário. Além disso, o LSTM não teve teve dificuldade com frases longas. Para fins de comparação, um sistema SMT baseado em frases atinge uma pontuação BLEU de 33,3 no mesmo conjunto de dados. Quando usamos o LSTM para classificar as 1.000 hipóteses produzidas pelo sistema SMT mencionado anteriormente, sua sua pontuação BLEU aumenta para 36,5, que é próxima do melhor resultado anterior nessa tarefa. O LSTM também aprendeu representações sensatas de frases e sentenças que são sensíveis à ordem das palavras e são relativamente invariantes para a voz ativa e passiva.¶

Fonte: https://arxiv.org/abs/1409.3215¶

3. Classificação usando CNN¶

Aplicação: As CNNs são usadas para identificar objetos em imagens. Por exemplo, as CNNs podem ser usadas para identificar pessoas, animais e objetos, classificar texto como exemplo, e-mails como spam ou não-spam, ou para classificar artigos de notícias como relevantes ou irrelevantes para um determinado tópico. As CNNs são usadas para classificar áudio, como identificar a fala humana, ou para identificar diferentes tipos de música.¶

Artigos e Resultados: No artigo "Automatic Music Genre Classification and Its Relation with Music Education" considerando os resultados bem-sucedidos das redes neurais profundas no campo da classificação de generos musicais, o objetivo foi desenvolver um algoritmo de aprendizagem profunda que pudesse classificar 10 gêneros musicais diferentes. Para revelar a eficiência do modelo, comparando-o com outros, foi feita a classificação usando o conjunto de dados GTZAN, que foi usado anteriormente em muitos estudos e mantém sua validade. No presente artigo, foi usada uma rede neural convolucional (CNN) para classificar gêneros musicais, levando em conta os resultados bem-sucedidos anteriores. Diferentemente de estudos anteriores em que a CNN foi usada como classificador, representando os segmentos de música no conjunto de dados por frequência melódica. Foi representdo os segmentos musicais no conjunto de dados por meio de coeficientes cepstrais de frequência mel (MFCC) em vez de usar recursos ou representações visuais. os MFCCs pré-processando as músicas do conjunto de dados e, em seguida, treinando um modelo de CNN com os MFCCs adquiridos e obtendo-se sucesso nos testes. Os resultados do estudo foram obtidos com o método de validação cruzada k-fold cross cross-validation method, no qual os dados de teste em que os dados de teste e treinamento foram alterados para garantir uma avaliação mais precisa. A taxa de precisão do teste foi obtida como a média de cinco vezes. Nesse estudo, foi levado em consideração uma taxa de precisão de 94,5% como o estado da arte. Como resultado desse estudo, um modelo bem sucedido foi criado na classificação de gêneros musicais usando dados menores do que em estudos anteriores.¶

Fonte: https://eric.ed.gov/?q=Deep+Learning+with+cnn+&id=EJ1302228¶

4.Vamos fazer uma análise:

a.Utilize a base Animals-10- originalmente do Kaggle (5000 imagens de 10 animais diferentes), mas disponibilizada em uma versão menor aqui; https://drive.google.com/file/d/1LVGcJro5teH1LS7nZ8inOtxyZlYvkQCh/view

b.Utilizando um modelo pré-treinado ResNet-50 (presente no Tensorflow/Keras), e realize as extrações de características, fazendo a projeção das imagens no espaço característico (penúltima camada da ResNet-50);

No notebook¶

c.Realize a clusterização dos vetores obtidos usando o algoritmo K-médias (K=10);

No notebook¶

d.Mostre exemplos de imagens dos 10 clusters obtidos;

No notebook¶

e.Os resultados foram satisfatórios? Justifique utilizando seus conhecimentos sobre avaliação de clusters;

Sim. Após a extração de características e projetando no espaço caracteristico, fazendo a clusterização, usando o algoritmo Kmeans para a clusterizção, observou-se que das 5000 mil imagens de 10 animais diferentes, o agrupamentos na maior parte das vezes foi acertiva mostrando os animais corretos nos 10 clusters, e erros na minoria das vezes mostrando imagens que não tinha haver com os animais esperados oqe faz parte da margem de erro tanto do modelo resnet50, como na clusteriização.¶

das vezes correspondeu com o esperado que é f.Disponibilize os códigos, bem como o relatório final no Github;

GITHUB¶

g.O projeto deve estar na organização proposta pela TDSP (Microsoft).

GITHUB¶

5.Utilizando a biblioteca sklearn-llm (você necessitará de uma chave de acesso da openai), crie um classificador de sentimentos usando a classe ZeroShotGPTClassifier com o modelo gpt-3.5-turmo. (use o datasetget_classification_dataset, com os labels ["positive', "negative", "neutral"]). Apresente o código realizado.

Em outro Notebook chamado "Análise de Sentimento com CHATGPT 3.5".¶

Boa Sorte.

Assim que terminar, salve o seu arquivo PDF e poste no Moodle. Utilize o seu nome para nomear o arquivo, identificando também a disciplina no seguinte formato: “nomedoaluno_nomedadisciplina_pd.pdf”.

b.Utilizando um modelo pré-treinado ResNet-50 (presente no Tensorflow/Keras), e realize as extrações de características, fazendo a projeção das imagens no espaço característico (penúltima camada da ResNet-50);¶

In [9]:
# Carregamento de bibliotecas necessárias para desenvolver o projeto.
import tensorflow as tf
from tensorflow import keras
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
import sklearn
import random 
import os
from tensorflow.keras.applications.resnet50 import ResNet50, preprocess_input
from tensorflow.keras.preprocessing import image
from sklearn.cluster import KMeans
from tqdm import tqdm
from os.path import join
In [10]:
'''Configura a GPU para funciona com o TensorFlow de forma que a GPU seja utilizada como
auxiliar do processador entrando aos poucos e otimizando o processamento'''

physical_devices = tf.config.list_physical_devices('GPU')
tf.config.experimental.set_memory_growth(physical_devices[0], True)
print("Mostrando o dispositivo de otimização de processamento:")
print()
print(physical_devices)
print("Número de GPU's : ", len(tf.config.list_physical_devices("GPU")))
Mostrando o dispositivo de otimização de processamento:

[PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]
Número de GPU's :  1
In [11]:
# Carregamento da base de dados com as figuras de todos os 10 animais
base_dir = r'C:\BottCamp_Data  Science\Rede Neurais Profundas( Deep Learning)\dados\animals10_small'
animais = ['butterfly','cat','chicken','cow','dogs','elephant','horse','sheep','spider','squirrel']
In [12]:
#Carregar o modelo ResNet-50 pré-treinado
model = ResNet50(weights='imagenet', include_top=False, pooling='avg')
In [6]:
# Pré processamento e a extração de características das imagens
features = []


for animal in animais:
    animal_dir = os.path.join(base_dir, animal)
    for img_file in os.listdir(animal_dir):
        
            img_path = os.path.join(animal_dir, img_file)
            img = image.load_img(img_path, target_size=(224, 224))
            img_array = image.img_to_array(img)
            img_array = np.expand_dims(img_array, axis=0)
            img_array = preprocess_input(img_array)
            features.append(model.predict(img_array).flatten())
            


#Transforma a lista de caracteristicas em arranjo numpy 

features_array = np.array(features)
print(f'Características extraídas: {features_array.shape}')
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Características extraídas: (5000, 2048)

c.Realize a clusterização dos vetores obtidos usando o algoritmo K-médias (K=10);¶

In [7]:
# Criar um objeto KMeans com k=10
kmeans = KMeans(n_clusters=10, random_state=42)

# Aplicar o algoritmo K-means nas características
kmeans.fit(features_array)

#predição do arranjo 
predictions=kmeans.predict(features_array)
c:\BottCamp_Data  Science\Rede Neurais Profundas( Deep Learning)\.deeplearning\lib\site-packages\sklearn\cluster\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning
  warnings.warn(

d.Mostre exemplos de imagens dos 10 clusters obtidos;¶

In [25]:
#função para plotagem de figuras após a clusterização
def plotagem():
  # Mostrar imagens de exemplo de cada cluster
  for i in range(10):
    print(f'Cluster {i}')
    # Acessa o indice dapredição e faz escolha açeatória do indice para colher uma foto de um determinado cluster
    indices = np.where(predictions==i)[0]
    sample = np.random.choice(indices)

    fig, axs = plt.subplots(1, 1, figsize=(10, 10))  
    img = plt.imread(join(base_dir, animais[sample//500], os.listdir(join(base_dir, animais[sample//500]))[sample%500]))
    plt.imshow(img)
    plt.show()
    
print("Impressão com 2 sequencias de imagens dos 10 clusters:")
print('''--------------------------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------------------------
##############################################################################################################
**************************************************************************************************************''')
print(plotagem())
print("Segunda Sequencia de imagens dos 10 clusters:")
print('''++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++''')
print(plotagem())
Impressão com 2 sequencias de imagens dos 10 clusters:
--------------------------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------------------------
##############################################################################################################
**************************************************************************************************************
Cluster 0
Cluster 1
Cluster 2
Cluster 3
Cluster 4
Cluster 5
Cluster 6
Cluster 7
Cluster 8
Cluster 9
None
Segunda Sequencia de imagens dos 10 clusters:
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
Cluster 0
Cluster 1
Cluster 2
Cluster 3
Cluster 4
Cluster 5
Cluster 6
Cluster 7
Cluster 8
Cluster 9
None

Fim do Exercicio¶